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a Repo for my (or my team's) work

许兴时, Xingshi Xu My ORCID

农业人工智能|计算机视觉 | 精准畜牧业

Xingshi Xu received the B.S. degree in electronics and information engineering from NWAFU, Xianyang, China, in 2022. He is currently pursuing the Ph.D. degree at NWAFU & KU LEUVEN. His current research interests include biometrics (i.e.cattle recognition) and image enhancing (i.e. image restoration).

许兴时在2022年西北农林科技大学机械与电子工程学院获得工学学士学位,同年免试攻读硕士学位。他目前在西北农林科技大学攻读博士学位(硕博连读)。期间,获✨国家奖学金 (并入选**人民日报国家奖学金优秀代表名录,该名录每年在4.5万获国奖的研究生中遴选100名)、✨陕西省教育厅优秀学生干部(从陕西省该届41.5万毕业生中遴选387人)。他曾在国家生猪技术创新中心大数据所实习。他在✨CSC资助下在鲁汶大学联合培养。他获得✨中国科协青年科技人才培育工程博士生专项计划资助。他的博士期间的研究方向为“大型畜牧智慧养殖技术与装备”,研究领域涉及智慧养殖领域的细粒度分类、时空信息分析、图像增强等。他从事农业人工智能与计算机视觉研究,围绕智慧畜牧个体智能感知需求,开展模式识别、图像处理多模态融合等人工智能方法设计与研究,探索复杂环境下个体状态及其演化的智能推理方法。

他是以下期刊的审稿人:
He is a reviewer of:
Computers and Electronics in Agriculture (COMPAG),
Pattern Recognition (PR),
Expert Systems With Applications (EWSA),
Engineering Applications of Artificial Intelligence (EAAI),
Applied Soft Computing (ASOC),
Biosystems Engineering (BE),
Neurocomputing (NEUCOM),
Computers & Electrical Engineering,
Information Processing in Agriculture(INPA
IEEE transactions on biometrics, behavior, and identity science (T-BIOM)
IEEE Transactions on AgriFood Electronics (TAFE)


Other supervisor 下述工作中涉及的相关其他老师:
| Benhai Xiong | 熊本海|
| Diyi Chen | 陈帝伊|
| Shuming Yang | 杨术明|


Mainly Contributors:

Name Instru Job
Guangyuan Yang NWAFU & Adelaide U Ph.D.
Yunfei Wang NWAFU Ph.D. candidate
Yuying Shang NWAFU Ph.D. candidate
Zheng Wang ZJU Ph.D. candidate
Zhixin Hua ZJU Ph.D. candidate
Xingshi Xu NWAFU & KU Leuven Ph.D. candidate
Hongxing Deng NWAFU Ph.D. candidate


Works


🧩🧩About Animal

( 😉 We Don’t Talk Anymore, Let's Talk Animal! 🤣 )

🧩身份识别

Boosting cattle face recognition under uncontrolled scenes by embedding enhancement and optimization 🆕

Author:Xingshi Xu, Hongxing Deng, Yunfei Wang, Shujin Zhang, Huaibo Song
链接 https://doi.org/10.1016/j.asoc.2024.111951
Applied Soft Computing

Light-weight recognition network for dairy cows based on the fusion of YOLOv5s and channel pruning algorithm

Author: Xingshi Xu , Yunfei Wang, Zhixin Hua, Guangyuan Yang, Huimin Li, Huaibo Song
链接 https://dx.doi.org/10.11975/j.issn.1002-6819.202303122
Transactions of the Chinese Society of Agricultural Engineering

✔ ShuffleNet-Triplet: A lightweight RE-identification network for dairy cows in natural scenes

Author:Yunfei Wang, Xingshi Xu, Zheng Wang, Rong Li, Zhixin Hua, Huaibo Song
链接 https://dx.doi.org/10.1016/j.compag.2023.107632
Computers and Electronics in Agriculture

Few-shot Cow Identification via Meta-learning 🆕

Author:Xingshi Xu, Yunfei Wang, Guangyuan Yang, Zhixin Hua, Zheng Wang, Huaibo Song
链接 https://doi.org/10.1016/j.inpa.2024.04.001
Information Processing in Agriculture
Q1, IF=7.6
高被引论文

✔ Fusion of RetinaFace and improved FaceNet for individual cow identification in natural scenes

Author:Lingling Yang, Xingshi Xu, Jizheng Zhao, Huaibo Song
链接 http://dx.doi.org/10.1016/j.inpa.2023.09.001
Information Processing in Agriculture

Nighttime cattle face recognition based on cross-modal shared feature learning

Author: Xingshi Xu , Hongxing Deng, Yunfei Wang, Huaibo Song
链接 https://dx.doi.org/10.7671/j.issn.1001-411X.202403020 Journal of South China Agricultural University

✔ Adaptive Group Sample with Central Momentum Contrast Loss for Unsupervised Individual Identification of Cows in Changeable Conditions 🆕

Author:Yunfei Wang, Xingshi Xu, Shujin Zhang, Yuchen Wen, Liuru Pu, Yongjie Zhao, Huaibo Song
链接 https://doi.org/10.1016/j.asoc.2024.112340
Applied Soft Computing

Round-the-clock accurate sheep face recognition via frequency enhancement and cross-modal embedding generation 🆕

Author:Xingshi Xu, Huaibo Song, Haowen Pan, Diyi Chen, Shuming Yang
链接 https://doi.org/10.1016/j.compag.2025.110918
Computers and Electronics in Agriculture

🧩体尺测量

✔ Fusion of CREStereo and MobileViT-Pose for rapid measurement of cattle body size 🆕

Author:HongxingDeng, Guangyuan Yang, Xingshi Xu, Zhixin Hua, Jiahui Liu, Huaibo Song
链接 https://doi.org/10.1016/j.compag.2025.110103
Computers and Electronics in Agriculture

✔ Automated measurement of beef cattle body size via key point detection and monocular depth estimation

Author:Guangyuan Yang, Xingshi Xu, Lei Song, Qianru Zhang, Yuanchao Duan, Huaibo Song
链接 http://dx.doi.org/10.1016/j.compag.2022.107218
Computers and Electronics in Agriculture

✔ Automated measurement of dairy cows body size via 3D point cloud data analysis

Author:Rong Li, Yuchen Wen, Shujin Zhang, Xingshi Xu, Baoling M, Huaibo Song
链接 https://doi.org/10.1016/j.eswa.2023.123042
Expert Systems With Applications

✔ Extracting cow point clouds from multi-view RGB images with an improved YOLACT++ instance segmentation

Author:Guangyuan Yang, Rong Li, Yuchen Wen, Shujin Zhang, Xingshi Xu, Huaibo Song
链接 https://doi.org/10.1016/j.eswa.2023.120730
Expert Systems with Applications

✔ Dairy cow body size measurement method based on binocular stereo matching and improved YOLOv8n-Pose keypoint detection

Author:Hongxing Deng, Xingshi Xu, Yunfei Wang, Shujin Zhang, Huaibo Song
链接 10.7671/j.issn.1001-411X.202404001
Journal of South China Agricultural University
会议“优秀论文”

🧩部位分割

✔ Segmentation Model of Cow Body Parts Based on YOLO v8n-seg-FCA-BiFPN

Author:Shujin Zhang, Xingshi Xu, Hongxing Deng, Yunchen Wen, Huaibo Song
链接 https://doi.org/10.6041/j.issn.1000-1298.2024.03.028
Transactions of the Chinese Society for Agricultural Machinery

🧩动作与行为

Multi-camera multi-cow tracking under non-overhead views 🆕

Author:Xingshi Xu, Hongxing Deng, Yuying Shang, Yunfei Wang, Shujin Zhang, Huaibo Song
链接 https://doi.org/10.1016/j.eswa.2025.128519 Expert Systems with Applications

✔ Detection and tracking of oestrus dairy cows based on improved YOLOv8n and TransT models 🆕

Author:Zheng Wang, Hongxing Deng, Shujin Zhang, Xingshi Xu, Yuchen Wen, Huaibo Song
链接 https://doi.org/10.1016/j.biosystemseng.2025.02.005 Biosystems Engineering

✔ An effective PoseC3D model for typical action recognition of dairy cows based on skeleton features

Author:Zhixin Hua, Zheng Wang, Xingshi Xu, Xiangfeng Kong, Huaibo Song
链接 http://dx.doi.org/10.1016/j.compag.2023.108152
Computers and Electronics in Agriculture

✔ Research Progress and Technology Trend of Intelligent Morning of Dairy Cow Motion Behavior [Review]

Author:Zheng Wang, Huaibo Song, Yunfei Wang, Zhixin Hua, Rong Li, Xingshi Xu
链接 https://doi.org/10.12133/j.smartag.SA202203011
Smart Agriculture

✔ Lightweight Keypoint Detection Method of Dairy Cow Based on SimCC-ShuffleNetV2

Author: Huaibo Song, Zhixin Hua, Baoling M, Yunchen Wen, Xiangfeng Kong, Xingshi Xu
链接 https://doi.org/10.6041/j.issn.1000-1298.2023.10.027
Transactions of the Chinese Society for Agricultural Machinery

✔ Lightweight recognition for the oestrus behavior of dairy cows combining YOLO v5n and channel pruning

Author: Zheng Wang, Xingshi Xu, Zhixin Hua, Yunying Shang, Yuanchao Duan, Huaibo Song
链接 https://dx.doi.org/10.11975/j.issn.1002-6819.2022.23.014
Transactions of the Chinese Society of Agricultural Engineering

🧩🧩综述论文

Research progress of intelligent recognition technology for large-scale dairy cows based on video analysis

Author: Huaibo Song, Yunfei Wang, Hongxing Deng, Xingshi Xu, Yuchen Wen, Shujin Zhang
链接 https://doi.org/10.7671/j.issn.1001-411X.202403038 Journal of South China Agricultural University


🧩About Plant

✔ Using lightweight deep learning algorithm for real-time detection of apple flowers in natural environments

(高被引论文 Highly cited paper) Author: Yunying Shang, Xingshi Xu, Yitao Jiao, Zheng Wang, Zhixin Hua, Huaibo Song
链接 http://dx.doi.org/10.1016/j.compag.2023.107765
Computers and Electronics in Agriculture
高被引论文

✔ Endosperm Crack Detection Method for Seed Dipping Maize Based on YOLO v5 OBB and CT Technology

Author: Huaibo Song, Yitao Jiao, Zhixin Hua, Rong Li, Xingshi Xu
链接 https://doi.org/10.6041/j.issn.1000-1298.2023.03.040
Transactions of the Chinese Society for Agricultural Machinery

Plant leaf disease identification by parameter-efficient Transformer with Adapter 🆕

Author:Xingshi Xu, Guangyuan Yang, Yunfei Wang, Yuying Shang, Zhixin Hua, Zheng Wang, Huaibo Song
链接 https://doi.org/10.1016/j.engappai.2024.109466 Engineering Applications of Artificial Intelligence

Hi, there! If you find our work useful in your research, please kindly cite. Welcome to star this repo and follow our new works! 感谢审稿人、编辑、潜在读者的支持与帮助,祝您天天开心、心想事成。

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